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PROMPT-OPS4 MIN READ

Sort eval evidence by what it proves

Classify prompt-ops evidence by whether it shows satisfaction, capability, behavior change, or result impact.

Place each prompt-ops eval signal into the Kirkpatrick-style evidence level it best represents. Reaction Learning Behavior Results Users rate the assistant 4.7 out of 5 for relevance after the pilot. Reviewers correctly identify unsupported claims in 9 of 10 sample outputs. Account owners include AI-generated risk flags in 68 percent of renewal plans. Average renewal-prep time drops from 42 minutes to 25 minutes without higher correction rate. Pilot comments say the summaries feel easier to read. Analysts can explain the new source-boundary rule during teachback. Managers stop accepting summaries that lack evidence quotes. Escalation misses fall by 30 percent in…

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